Prepare Data for SVD Analysis

Creating folder svd_plots/columns-precipMM

Creating svd file for columns-precipMM

SVD

Loading svd file for columns-precipMM

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 3.1765459183169292e-15
Diff reconstruction: 0.08453472534314757

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'2046.756008534597; 735.2840639319459; 637.9557420609983; 353.8930415902748; 240.81676956243132; 223.33431992474794; 178.58266480792045; 124.57125250862904; 105.1500378101434; 91.76574650075801; 85.05145723686397; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 1.9470530266422198e-13; 3.853572312254878e-14'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 7148648 bytes to output/columns-precipMM_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-precipMM_svd_files/
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Making directory ./columns-precipMM_svd_files
[NbConvertApp] Writing 64146 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
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[NbConvertApp] Writing 6933586 bytes to output/columns-precipMM_svd.pdf